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Introduction to SmartPLS By:  Azwadi Ali Department of Accounting and Finance, Faculty of Management and Economics,  Universiti Malaysia Terengganu. FPE, UMT. 23 December 2010.
Introduction to SmartPLS ,[object Object],[object Object],[object Object],[object Object],[object Object]
Structural Equation Modeling (SEM) ,[object Object],[object Object]
Structural Equation Modeling (SEM) ,[object Object]
Latent Constructs (variables) ,[object Object],[object Object],[object Object],[object Object],[object Object]
Latent Constructs (variables) ,[object Object],[object Object],[object Object],[object Object],[object Object]
Structural Model ,[object Object],[object Object],[object Object],[object Object],[object Object]
Structural Model ,[object Object],[object Object],[object Object],[object Object]
Measurement Model ,[object Object],[object Object],[object Object],[object Object]
Measurement Model ,[object Object],[object Object],[object Object],[object Object]
Reflective vs Formative ,[object Object]
Reflective vs Formative Example: Computer Self-Efficacy Reflective  – I am capable at performing tasks on my computer.  I feel confident in my ability to perform computer-related tasks.  Formative  – I am confident at my ability to perform tasks in MS Word.  I am skillful at using Excel. Example: System Quality Reflective  – Overall, I would rate the system quality of the system highly.  The quality of the system is appropriate for my needs. Formative  – Reliability, Ease of Use, Complexity, Accessibility, Responsiveness
Partial Least Squares ,[object Object],[object Object],[object Object],[object Object],[object Object]
Morning Break (rilek dulu)
Using SmartPLS ,[object Object],[object Object],[object Object],[object Object],[object Object]
Research Model
Research hypotheses H1: ‘Information usefulness’ is positively related to ‘attitude towards IR Websites’ H2: ‘Usability’ is positively related to ‘attitude towards IR Websites’ H3: ‘Attractiveness’ is positively related to ‘attitude towards IR Websites’ H4: ‘Attitude towards IR Websites’ is positively related to ‘intention to re-use IR Website’
Research Model with Indicators
Sample Results
Model Fit Construct Structural Model Model Quality (H 2 )  (Q 2 ) INT  0.408993 a   (0.828074) b   0.336686 c 0.828182 d   (0.332465) e   AT_ST  0.784225  (0.685600)  0.271908 0.685665  (0.532704)  IU 0.995844  (0.594612)  0.456906 0.602816  (0.603847) COG  0.938884  (0.790545)  0.742018 0.790584  (0.737104)  AFT  0.678615  (0.847454)  0.570006 0.847526  (0.565652)  IQ  -  (0.687052)  - 0.705153  (-) CRD  -  (0.558615)  - 0.564710  (-) USB  -  (0.789696)  - 0.789634  (-) ATR  -  (0.812278)  - 0.812301  (-) Average  0.761312  0.714539 f   0.475505 0.736286  (0.554354) GoF g 0.737555
A simple application of SmartPLS ,[object Object],[object Object],[object Object]
Lunch Break
Testing the model ,[object Object]
Measurement model - convergent ,[object Object],[object Object],[object Object],[object Object],[object Object]
Measurement model - discriminant ,[object Object],[object Object],[object Object],[object Object]
Structural model ,[object Object],[object Object],Goodness of Fit ,[object Object],[object Object],[object Object]
End of Workshop

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Bengkel smartPLS 2011

  • 1. Introduction to SmartPLS By: Azwadi Ali Department of Accounting and Finance, Faculty of Management and Economics, Universiti Malaysia Terengganu. FPE, UMT. 23 December 2010.
  • 2.
  • 3.
  • 4.
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  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12. Reflective vs Formative Example: Computer Self-Efficacy Reflective – I am capable at performing tasks on my computer. I feel confident in my ability to perform computer-related tasks. Formative – I am confident at my ability to perform tasks in MS Word. I am skillful at using Excel. Example: System Quality Reflective – Overall, I would rate the system quality of the system highly. The quality of the system is appropriate for my needs. Formative – Reliability, Ease of Use, Complexity, Accessibility, Responsiveness
  • 13.
  • 15.
  • 17. Research hypotheses H1: ‘Information usefulness’ is positively related to ‘attitude towards IR Websites’ H2: ‘Usability’ is positively related to ‘attitude towards IR Websites’ H3: ‘Attractiveness’ is positively related to ‘attitude towards IR Websites’ H4: ‘Attitude towards IR Websites’ is positively related to ‘intention to re-use IR Website’
  • 18. Research Model with Indicators
  • 20. Model Fit Construct Structural Model Model Quality (H 2 ) (Q 2 ) INT 0.408993 a (0.828074) b 0.336686 c 0.828182 d (0.332465) e AT_ST 0.784225 (0.685600) 0.271908 0.685665 (0.532704) IU 0.995844 (0.594612) 0.456906 0.602816 (0.603847) COG 0.938884 (0.790545) 0.742018 0.790584 (0.737104) AFT 0.678615 (0.847454) 0.570006 0.847526 (0.565652) IQ - (0.687052) - 0.705153 (-) CRD - (0.558615) - 0.564710 (-) USB - (0.789696) - 0.789634 (-) ATR - (0.812278) - 0.812301 (-) Average 0.761312 0.714539 f 0.475505 0.736286 (0.554354) GoF g 0.737555
  • 21.
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  • 26.